Getting Started with wpipe
Welcome to the future of Python orchestration. This guide will help you set up wpipe v2.4.0-LTS and execute your first industrial-grade pipeline in minutes.
⚡ Fast-Track to Power
WPipe is designed for engineers who value performance, zero-boilerplate, and resilience. Let's get your environment ready.
1. Installation
Install the core engine via PyPI. We recommend using a virtual environment for your projects.
pip install wpipe
pip install "wpipe[dev,docs]"
git clone https://github.com/wisrovi/wpipe
cd wpipe
pip install -e .
2. Verification
Ensure the engine is correctly synchronized with your system.
import wpipe
from wpipe import Pipeline
print(f"🚀 WPipe v{wpipe.__version__} - Engine Synchronized.")
# Expected: 🚀 WPipe v2.4.0 - Engine Synchronized.
3. Build Your First Pipeline
Follow these three steps to master the basic mental model.
Create pure Python functions that return a dictionary (the context update).
def fetch(data):
return {"user": "wisrovi"}
Instantiate the Pipeline and register your steps with version control.
pipe = Pipeline(verbose=True)
pipe.set_steps([
(fetch, "FetchUser", "v1.0")
])
Invoke the .run() method with initial data. Watch the magic happen.
result = pipe.run({})
# {'user': 'wisrovi'}
4. The “Hello World” of Orchestration
Here is a complete, production-ready example demonstrating data accumulation.
1from wpipe import Pipeline, step
2
3# Each step automatically receives all data from previous steps
4@step(name="Step_Alpha", version="1.0.0")
5def step_alpha(data):
6 return {"a": 10}
7
8@step(name="Step_Beta", version="1.0.0")
9def step_beta(data):
10 # Accessing data['a'] from previous step
11 return {"b": data["a"] * 2}
12
13if __name__ == "__main__":
14 # Initialize engine
15 engine = Pipeline(pipeline_name="MyFirstLTS", verbose=True)
16
17 # Build the chain
18 engine.set_steps([
19 step_alpha,
20 step_beta
21 ])
22
23 # Execute
24 final_warehouse = engine.run({"input": "raw_signal"})
25
26 print(f"Result: {final_warehouse}")
27 # Result: {'input': 'raw_signal', 'a': 10, 'b': 20}
5. Enterprise Capabilities at a Glance
WPipe v2.4.0-LTS is not just about sequences. It’s about industrial reliability.
Capability |
Why it matters |
|---|---|
Parallel Execution |
Run independent tasks in Threads or Processes with zero complexity. |
Smart Checkpoints |
Auto-resume from milestones if the system crashes or fails. |
SQLite WAL Mode |
Ultra-fast persistence with zero-lock concurrency. |
Dashboard |
Real-time visual monitoring of your entire pipeline fleet. |